{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "012f7629",
   "metadata": {},
   "source": [
    "# 行情可视化-mplfinance\n",
    "\n",
    "虽然直接输出结果的方式很方便，但是看起来不够直观，本节使用mplfinance做一些视图的示例，网上资料也很多，不做复杂的说明，具体使用还要参考[官方文档](https://github.com/matplotlib/mplfinance#tutorials)。mplfinance是基于matplotlib开发的金融绘制类工具，接口与Pandas做了很好的适配。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4071f95",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-26T06:33:37.303446Z",
     "start_time": "2023-09-26T06:33:37.083908Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 下面是一个使用本地数据进行绘制的示例\n",
    "import mplfinance as mpf\n",
    "import pandas as pd\n",
    "daily = pd.read_csv('./GSPC.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "#print(daily.tail(3))\n",
    "# 1.1 使用默认参数\n",
    "mpf.plot(daily[-20:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "55aa0d97",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-26T03:14:07.908395Z",
     "start_time": "2023-09-26T03:14:07.546290Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#1.2 画一个蜡烛图,并添加 5 日均线、10 日均线、成交量\n",
    "# style 可选值：‘binance’,‘blueskies’,‘brasil’,‘charles’,‘checkers’,‘classic’,‘default’,‘mike’,‘nightclouds’,‘sas’,‘starsandstripes’,‘yahoo’\n",
    "# font.family要选择支持中文的，不然会显示乱码\n",
    "# 自定义画图格式\n",
    "cus_style = mpf.make_mpf_style(base_mpf_style='yahoo', rc={'font.family': 'Heiti TC', 'axes.unicode_minus': 'False'})\n",
    "mpf.plot(daily[-20:],type='candle',mav=(5,10),volume=True,style=cus_style,title='GSPC 示例')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b66a6d03",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-26T03:25:31.669479Z",
     "start_time": "2023-09-26T03:25:31.659237Z"
    }
   },
   "outputs": [],
   "source": [
    "# ps 查看本机支持的字体类型\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "def show_fonts():\n",
    "    fonts = sorted([f.name for f in matplotlib.font_manager.fontManager.ttflist])\n",
    "    for i in fonts:\n",
    "        print(i)\n",
    "#show_fonts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cea5f638",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-26T07:34:18.996763Z",
     "start_time": "2023-09-26T07:34:18.682155Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 使用akshare 获取的数据\n",
    "import akshare as ak\n",
    "## 2.1 绘制上证指数\n",
    "stock_zh_index_daily_df = ak.stock_zh_index_daily_em(symbol=\"sh000001\", start_date=\"20220101\", end_date=\"20230101\")\n",
    "#stock_zh_index_daily_df = stock_zh_index_daily_df.iloc[-20:]\n",
    "stock_zh_index_daily_df.index   = pd.DatetimeIndex(stock_zh_index_daily_df['date'])\n",
    "#mpf.plot(data=stock_zh_index_daily_df)\n",
    "mpf.plot(stock_zh_index_daily_df[-20:],type='candle',mav=(5,10),volume=True,style=cus_style,title='上证指数000001')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "09db38f8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-26T07:34:32.741647Z",
     "start_time": "2023-09-26T07:34:32.157473Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 2.2 绘制平安银行\n",
    "stock_payh_df = ak.stock_zh_a_daily(symbol=\"sz000001\", adjust=\"qfq\")\n",
    "#print(stock_payh_df[-3:])\n",
    "stock_payh_df.index   = pd.DatetimeIndex(stock_payh_df['date'])\n",
    "#print(stock_payh_df)\n",
    "mpf.plot(stock_payh_df[-20:],type='candle',mav=(5,10),style=cus_style,volume=True,title='payh000001')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a63d1e47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-28T05:29:43.062972Z",
     "start_time": "2023-09-28T05:29:42.325005Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 2.3 绘制螺纹钢主力合约\n",
    "rb0_df = ak.futures_main_sina(symbol=\"RB0\", start_date=\"20230101\", end_date=\"20230901\")\n",
    "#print(rb0[:3])\n",
    "rb0_df = rb0_df.loc[:, ['日期', '开盘价', '最高价', '最低价', '收盘价', '成交量']]\n",
    "# 重定义列名\n",
    "rb0_df.rename(\n",
    "    columns={\n",
    "        '日期': 'Date', '开盘价': 'Open',\n",
    "        '最高价': 'High', '最低价': 'Low',\n",
    "        '收盘价': 'Close', '成交量': 'Volume'},\n",
    "    inplace=True)       \n",
    "rb0_df.index   = pd.DatetimeIndex(rb0_df['Date'])\n",
    "mpf.plot(rb0_df[-20:],type='candle',mav=(5,10),style=cus_style,volume=True,title='rb0主力合约')"
   ]
  }
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